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Navigating Oracle LMS During a Java Audit

Executive Summary
Oracle License Management Services (LMS) is Oracle’s compliance and auditing arm, ensuring customers are properly licensed. With Oracle’s recent changes to Java licensing, LMS audits have become a significant risk area. In 2023, Oracle switched Java SE licensing to an employee-based model, meaning companies must license Java for their entire employee headcount, not just for actual Java users. This broad metric can expose enterprises to “all or nothing” licensing fees and has emboldened Oracle’s audit efforts. CIOs and procurement leaders face potential surprise bills if even one team downloads or uses Oracle Java without a subscription.

This article offers an independent, expert-guided overview for enterprise leaders to prepare for and respond to an Oracle Java audit under the new model. It explains the Java SE Universal Subscription (employee-based) model, how Oracle LMS approaches audits (often through informal inquiries), common pitfalls that increase exposure, scenarios likely to trigger Oracle’s scrutiny, and proven defense and negotiation strategies. The goal is to empower organizations to navigate an Oracle Java audit from a position of strength, minimizing financial exposure while ensuring compliance.

Understanding the Employee-Based Java Model
Oracle’s current Java SE Universal Subscription uses an employee-based licensing metric. In this model, licensing fees are based on the total number of employees in the organization, regardless of how many ASEs. This includes all full-time, part-time, temporary employees, contractors, and consultants who support internal operations. If even one employee or system in your company needs a commercial Oracle Java runtime, Oracle’s policy requires licensing every employee. The Java SE Universal Subscription grants enterprise-wide usage rights (unlimited installations on servers, PCs, etc.), but you pay according to company headcount rather than per installation.

This model is a drastic shift from Oracle’s legacy Java licensing. Previously (2019–2022), Java SE subscriptions were measured per Named User Plus (NUP) for desktops or per Processor for servers. In the old model, you only purchased licenses for the specific users or systems running Java (e.g. 100 desktop users or 4 server CPUs). The table below highlights the differences:

AspectLegacy Java SE Subscription (pre‑2023)Java SE Universal Subscription (current)
Licensing MetricAll employees (incl. part-time employees and contractors supporting ops) are in the organization, regardless of Java usage.Per user (Named User Plus) for desktops; per processor server.
Who CountsOnly specific users or devices running Java; server CPUs counted with core factors.~$2.50 per user/month (desktop) or $25 per processor/month (server). Paid only for actual Java users or installations.
Scope of UseLimited to licensed users/machines or processors. Extra deployments required additional licenses.Enterprise-wide use of Java SE on any number of devices is permitted once all employees are licensed.
All employees (incl. part-time employees and contractors supporting ops) are in the organization, regardless of Java usage.All employees (incl. part-time employees and contractors supporting ops) are in the organization, regardless of Java usage.All employees (incl. part-time employees and contractors supporting ops) are in the organization, regardless of Java usage.
Example Scenario500 employees with 50 using Java on desktops, 10 servers running Java: Old model might require 50 NUP licenses ($125/month) + server licenses ($250/month) = ~$4,500/year.~$15 per employee/month for <1,000 employees (scaling down to ~$5 for large enterprises). Must cover the entire workforce, often far exceeding the actual Java user count.

Table: Oracle Java Licensing – Legacy vs. New Model. The new employee-based model often results in over-licensing – companies pay for many more users than need Java. For organizations with large headcounts, costs can skyrocket for relatively small Java footprints. For example, Orac$15 per employee/month for a small enterprise drops to $5–$6 at very high volumes. A company with 500 employees would owe about $90k per year in Java fees under the new model, even if only a few dozen employees actively use Java. This inherent mismatch between usage and licensing is why proactive management and negotiation are critical.

How Oracle LMS Approaches a Java Audit
Oracle LMS typically initiates Java compliance audits in a stealthy, stepwise manner. Rather than immediately sending a formal audit notice, Oracle often begins with a “soft audit” approach via its sales or account management teams. CIOs and IT managers might receive a friendly-sounding email from an Oracle representative with a subject like “Java License Review” or “Update on Java SE subscriptions.” In this initial communication, Oracle will offer assistance or request information – for example, asking for the count of Java installations and versions in use, or inquiring if you’ve transitioned to the new subscription model. This informal outreach is portrayed as a routine check or customer service, and many organizations underestimate its significance. In reality, it is the opening move of an audit.

If you cooperate and provide data, Oracle analysts will comb through it for any licensing shortfall (e.g., Java through an install without a corresponding subscription). If you ignore the inquiry or refuse to share information, Oracle’s tone will harden over time. They persist with follow-up emails and calls for several weeks, reminding you of Oracle’s licensing policies. Oracle often cites evidence at this stage – for instance, Oracle maintains logs of Java downloads and update patches tied to your company’s domains or IP addresses. It is common for Oracle to say something like: “Our records show multiple Oracle Java downloads from your network without an active Java SE subscription”. Oracle can track Java download activity going back years, and if they see downloads of Oracle JDK updates by your staff with no license on file, they treat it as proof of unlicensed use. Oracle may also reference your company’s employee count (from public records or past contracts) to imply you need an enterprise subscription for all employees.

Should the informal route stall or reveal major compliance gaps, Oracle can escalate to a formal audit. A formal Java audit is an official, contractual audit invoked under your Oracle agreements. Oracle’s LMS will send a written notice (often giving ~45 days advance) and then require detailed evidence of Java usage across your enterprise. This can involve running Oracle’s audit scripts or inventory tools to capture all Java installations, versions, and usage data on servers, VMs, desktops, etc. The process is rigorous and managed by Oracle’s auditors, with defined timelines and an audit report at the end. Notably, with the employee-Oracle’s aim in an audit is simpler than before – they often look to validate any Java usage. Then they calculate fees based on your total headcount (which they may request from HR or find in annual reports). In other words, proving even a small number of installations gives Oracle leverage to enforce licensing for your entire organization.

Oracle also uses indirect pressure tactics outside the formal audit clause. The so-called license reviews or friendly audits via account teams are one method. Oracle might also time their compliance inquiries strategically – for example, just after a known Java security update (when companies are likely to download patches), or after a company’s legacy Java subscription expires. They sometimes hint that not engaging will lead to involvement of Oracle’s legal or compliance department, implicitly threatening a formal audit if the customer doesn’t “come to the table.” Throughout these interactions, Oracle’s goal is to convince the customer to purchase the Java SE Universal Subscription for all employees, often presenting it as the only remedy to settle any compliance issues.

Common Pitfalls Customer Risks
Enterprises navigating Oracle’s Java licensing often stumble into similar traps. Being aware of these common pitfalls can help you avoid costly mistakes:

  • Misunderstanding the “Employee” Definition: A frequent mistake is assuming you only need to count employees who directly use Java. In reality, Oracle’s definition of “employee” for Java licensing is extremely broad. It includes all full-time and part-time staff, temporary workers, and contractors that support your business, not just developers or IT staff. For example, if your company has 1,000 employees but only 100 use a Java-based application, Oracle still expects 1,000 licenses. Under-counting your employee metric (or purchasing subscriptions for only a subset of users) will be viewed as non-compliance in an audit. It is considered nonintuitive and often surprises organizations – it feels like overpaying for nonusers, but it’s Oracle’s standard requirement.
  • Java Bundled with Third-Party Applications: Many enterprise software packages and hardware appliances include an embedded Oracle Java runtime. A dangerous pitfall is assuming the vendor’s license covers your Java usage. Sometimes, a vendor has an OEM agreement with Oracle that allows customers to use Java; in many other cases, they do not. Suppose an application (e.g., a monitoring tool, an ERP system, or a network appliance) installs Oracle JDK as part of its setup. In that case, you might unknowingly be running Oracle Java without a license. Organizations have faced audits where Oracle tallied these embedded usages and demanded enterprise subscriptions. Conversely, some companies double-pay for Java support by buying Oracle subscriptions even though a third-party product license already entitles them to use the embedded Java. You are responsible for investigating and documenting which third-party applications bundle Java and whether those publishers have their own Java licensing arrangements. Not knowing this can lead to either compliance gaps or wasted spend.
  • Virtual Desktop Infrastructure (VDI) and Cloned Environments: Virtualized desktop or server environments can massively multiply Java installations if not controlled. For instance, a golden OS image with Oracle Java could be cloned into hundreds of virtual desktops. In a true-up, Oracle might count all those VDI instances as separate installations requiring coverage. Prior to 2023, this scenario meant huge before-requirements (each VM or each CPU needed licensing); under the employee model, it reinforces Oracle’s insistence that you license the whole organization if such environments exist. Companies often overlook VDI or test/development environments where Java is deployed at scale. Oracle LMS is known to scrutinize virtualization scenarios – they will ask if you use Java on VDI, Citrix, or VMware farms, since such use was historically licensable and now would fall under the all-employee subscription. Uncontrolled propagation of Java in virtual environments can inflate Oracle’s perception of your usage and trigger a compliance action.
  • Outdated or Unremoved Java Installations: Another risk area is legacy Java installations that were never decommissioned. Many organizations, for example, installed Oracle JDK 8 or 11 when they were “free” and then forgot about them. After Oracle’s policy changes, those installations technically became non-compliant if they received updates past the free period or if used in production without a subscription. Even if your team later switched to OpenJDK or newer free Oracle JDK versions, old Oracle binaries lingering on servers can be discovered in an audit. Common pitfalls include not uninstalling Oracle Java from PCs that no longer need it, failing to remove old JDK versions after an upgrade, or leaving Java in base images where it isn’t required. Oracle’s audit scripts will detect all installed instances of Oracle Java, including outdated versions. If you haven’t maintained a clean environment, you may be surprised by a long list of installations you didn’t realize still exist. Each of those becomes leverage for Oracle to use Java without a license. In short, complacency in Java housekeeping – not keeping track of where Oracle Java resides in your IT estate – is a costly mistake.
  • Assuming “Free” Use Cases Protect You: Oracle’s rules around Java free use (under the “Oracle Technology Network” or “No-Fee Terms and Conditions” for certain versions) are narrow and easily misunderstood. A common error is assuming that non-production use or older versions are automatically free. For example, using Oracle’s Java Runtime Environment (JRE) for end-users still counts as usage that needs licensing – there’s no loophole that only the full JDK requires a license. Similarly, relying on the no-fee terms for Java 17 or 21 in production beyond the allowed scope can backfire; if you don’t upgrade promptly when free support ends, you become non-compliant. Customers also sometimes think that if they didn’t download Java directly (say, an admin just copied an installer internally), Oracle can’t know – but Oracle’s audit process will uncov the installations regardless. Believing you’re “under the radar” or that certain uses don’t count often leads to unpleasant surprises during LMS audits.

Java Installation Scenarios That Trigger LMS Action
Oracle has become adept at identifying environments and usage patterns that suggest Java is being used without proper licensing. Based on industry reports, the following scenarios often raise red flags and can trigger Oracle LMS attention or audit activity:

  • Large VDI or Desktop Virtualization Farms: If your organization uses VDI platforms (e.g., Citrix, VMware Horizon) and has Java installed on base images, Oracle sees potential for hundreds or thousands of Java instances. Even if you only spin up such VMs as needed, Oracle believes that enterprise-wide use is possible. Companies with substantial virtual desktop deployments of Java are frequently targeted for “Java license reviews,” as Oracle suspects they haven’t licensed every employee despite wide Java availability.
  • Application Servers with Embedded Java Runtimes: Many enterprise applications (Oracle’s own products and third-party apps) require a Java runtime. Oracle LMS will pay special attention to server environments like application servers, middleware, integration platforms, or bespoke software that include an Oracle JDK. For example, including an app server cluster on Oracle WebLogic, IBM WebSphere, or Apache Tomcat with Oracle’s JDK, those servers constitute Java usage that needs to be licensed. Oracle auditors often ask for lists of all servers running Java. Environment-like application clusters, microservice containers with Java, or cloud VMs running Java apps are prime audit targets. The presence of Java in server infrastructure (especially mission-critical apps) gives Oracle significant leverage – the organization cannot simply remove Java without impacting operations, so Oracle knows they’re likely to pay for a subscription.
  • Employee Laptops/Endpoints Running Java Without Subscription: A classic scenario is when various employees (often outside central IT’s view) install Java on their laptops to run internal tools, older client software, or applets. Perhaps an engineer downloaded Oracle JDK to compile code, or a business user installed it for a legacy application. Oracle can discover this through their download records or during an audit via inventory scripts. Such unmanaged installations often mean the company never purchased Java subscriptions for those machines. If Oracle finds evidence (even a single PC with Oracle Java), they may assert that your entire employee base requires licensing. This is especially true if those users are in departments or regions where IT governance is loose. One informal trigger Oracle watches is download activity from corporate IP ranges – for instance, if Oracle sees multiple downloads of Java 8 updates from your network and you have no subscription, they infer numerous PCs are running it. Any notable endpoint usage of Java that isn’t under a current subscription can set the stage for an audit.
  • Legacy Oracle JDKs or Old Releases Still in Use: Organizations that haven’t kept up with Oracle’s release cycle and policies may be running outdated Java versions that rrun outdated Java versions requiring include companies still using Java 8 or Java 11 in production, or even Java 7. If those installations have received any updates beyond the public-free period (e.g., Java 8 updates after Jan 2019), they are technically unlicensed without a subscription. Oracle LMS will flag environments running these older versions, especially if you formerly had a Java support contract that lapsed. Signs of lapsed support, such as a company that bought Java subscriptions in 2020 but didn’t renew in 2023, are pr open for Oracle to investigate. LMS knows that if those companies continued using Java, they’re now out of compliance. Running legacy Oracle JDKs also often means security patches are needed, which forces downloads (again traceable by Oracle). In short, if your data centers or products have not transitioned to the latest free Java or a non-Oracle build, expect Oracle to notice and potentially take action.

Negotiation and Defense Strategies
Facing an Oracle Java audit – whether a soft audit via email or a formal LMS engagement – can feel daunting. Oracle’s reps are trained to maximize their advantage, but with the right strategies you can level the playing field and defend with the right strategies, approaches, drawn from experienced licensing advisors:

  • Control the Information Flow: One of the cardinal rules is not to volunteer more information than necessary. Respond truthfully to Oracle’s questions, but stay within scope. If Oracle asks for Java installations on servers, for example, provide exactly that – do not also send a list of desktop installs or employee counts unless specifically requested. Many companies make the mistake of oversharing, perhaps hoping transparency will make Oracle lenient. Any extra detail can give Oracle new angles to pursue compliance gaps. Likewise, do not let casual conversations stray into topics you aren’t ready to discuss. Oracle’s team may probe with innocuous questions like “So, how many total employees do you guys have now?” – which is directly tied to how much they rage you. It’s wise to designate a single point of contact for Oracle communications who is trained in what to reveal (and what not to). Internally, ensure your teams know not to respond to Oracle outreach individually; all info should be funneled through your coordinated response team.
  • Involve Independent Licensing Experts: Oracle will have a seasoned team on their side – you should too. Engage an independent Oracle licensing advisor or legal counsel experienced in Oracle audits (for example, firms like Redress Compliance, Palisade Compliance, SoftwareOne’s Oracle advisory, etc.). These experts act as your advocates: they can run a shadow audit to determine your actual usage, help interpret Oracle’s offusing contract terms, and craft a strategy to rebut Oracle’s findings. Importantly, they bring negotiation expertise – knowing Oracle’s playbook and where you have leverage to push back. For instance, if Oracle claims you owe subscriptions for 10,000 employees, an expert might argue that Oracle’s employee count is inflated or that certain populations (like contractors without device access) shouldn’t count. Or if Oracle is pressing for a quick deal, your advisor can slow the process down, ensuring you don’t agree under pressure. Bringing in outside experts early signals to Oracle that you’re serious about your defense and won’t be easily intimidated. It often leads Oracle to moderate its approach and can result in a much more favorable outcome for you.
  • Challenge Employee Count and Scope Assumptions: Just because Oracle’s default contract says “all employees” doesn’t mean you can’t negotiate. Especially in a settlement or new subscrPush back on overly broad definitions, especiallychase, push back on overly broad definitions. A refined definition of “employee” that excludes certain groups. Some companies have successfully carved out employees of affiliates or contractors who don’t use IT systems, reducing the count. At minimum, consider negotiating a fixed employee number for pricing (e.g., you contract for 5,000 employees, even if you have 5,500, with the rest exempted or handled separately). Another approach is narrowing the legal scope of the license – Oracle’s proposal might count all global affiliates. Still, you could limit the agreement to the main operating company or a specific region. If, say, only your US division uses Java every day, you might license just that entity’s employees. Oracle may resist deviating from its standard metrics, but sometimes concedes scope limitations for large customers. If a deal is on the line, use data to support your case: show that a certain division or product is the only place Java is used, so it makes sense to license on that Basis rather than enterprise-wide. The goal is to avoid over-licensing whenever possible – don’t simply accept Oracle’s blanket assumptions if you have a reasonable, basically viable alternative.
  • Beware of Retroactive Claims – Negotiate Waivers: Oracle often tries to claim back payments for unlicensed Java use in past years (so-called back-support fees or retroactive charges). For instance, if they believe you’ve used Java for 2 years without a subscription, they might calculate a bill for those 2 years on top of new subscription fees. These back charges can be huge and are not something you should automatically accept. In negotiations, make it a priority to waive or minimize retroactive fees. A common strategy is to agree to purchase a subscription going forward (sometimes even a larger/in the future than you planned in exchange for Oracle forgiving past usage claims. If Oracle is keen to close a subscription sale by quarter-end, it might drop the retroactive bill as an incentive. Any settlement or new contract should explicitly release you from liability for past usage up to the start date of the new agreement. Ensure this is written into the agreement – a clause stating Oracle will not pursue any past non-compliance once you sign the new deal. This protects you from paying twice and closes out the audit cleanly.
  • Leverage Timing and Alternatives for Better Pricing: Pricing negotiations for Java can be surprisingly flexible, especially if you have leverage. Oracle’s list price might be $15 per employee, but large enterprises and savvy negotiators rarely pay list. Use Oracle’s quarter or year-end to your advantage – Oracle sales reps have big incentives to book revenue by those deadlines so that they may offer extra discounts as the clock ticks. Also, remind Oracle that you have options: there are other JDK providers and support vendors (IBM, Red Hat, Azul, Amazon’s Corretto, etc.) that you can switch to. If Oracle’s offer isn’t reasonable, you could migrate many of your Java workloads to these free or cheaper alternatives – and Oracle knows this. Demonstrating that you’ve already started testing OpenJDK or removing Oracle JDK installations can pressure Oracle to give you a more palatable proposal. Another angle is leveraging your broader relationship with Oracle: if you’re a big database or applications customer, make it clear that an intransigent stance on Java could jeopardize that goodwill (conversely, if you have no other Oracle business, they might push harder – but then you have less to lose by walking away). The key is to avoid acting like a captive audience. Create competition or consequences for Oracle: either they come to a fair deal, or you will allocate budget elsewhere (or reduce usage). This often results in better per-employee pricing or more favorable terms.
  • Negotiate Contract Safeguards: When you sign a Java SE Subscription agreement, negotiate the fine print, not just the price. Oracle’s contracts will initially be written entirely in Oracle’s favor, but virtually everything is negotiable if you push back. Key safeguards to seek include: a cap on price increases (Oracle’s subscriptions can rise on renewal; secure a cap or fixed price for a few years), a true-up/true-down clause (if your employee count decreases significantly, you should pay less – negotiate the right to adjust down at renewal or get credit for reductions), and clarity on the employee count baseline (tie it to an agreed number or authoritative source to prevent disputes). You should also limit audit frequency in the contract – e.g., at most one Java audit per year with reasonable notice. If you anticipate migrating off Oracle Java in a year or two, try for a shorter term or a termination-for-convenience clause after a certain period. Oracle may not grant all these wishes, but even one or two concessions can make a huge difference down the road. The bottom line is don’t ing simply because Oracle is pressuring you. Take the time to review and insert protections in the contract. Anything verbally promised by Oracle (“Oh, we won’t count those contractors” or “we’ll allow you to reduce later”) must be written into the agreement. By negotiating the contract terms as hard as you negotiate price, you’ll avoid nasty surprises in the future and ensure the deal is truly what you expect.

Recommendations
Here is a checklist of concrete actions and best practices for CIOs and IT procurement leaders dealing with Oracle Java licensing. These steps will help your organization prepare for an audit or respond effectively if one is underway:

  • Conduct a Thorough Java Inventory: Immediately identify where Oracle Java is installed across your environment (servers, VMs, desktops, third-party appliances, etc.). Use software asset management tools to scan for “java” executables and version numbers. This inventory is your baseline – you can’t manage or defend what you don’t know. Pay special attention to legacy systems and software that might include Java.
  • Remove or Replace Non-Essential Java Installations: Based on your inventory, uninstall Oracle Java from any systems that do not truly need it. Every instance you remove is one less point of exposure. For remaining Java needs, consider migrating them to OpenJDK or other supported JDK distributions to reduce reliance on Oracle. By proactively minimizing Oracle Java usage, you reduce compliance risk and strengthen your negotiating position (Oracle’s claims of widespread use will carry less weight if you’ve already cut down to a minimum).
  • Clarify Your Employee Count and Eligibility: Work with HR to get an authoritative count of your employees, contractors, and other staff as Oracle defines them. Then, examine that list critically – are there categories of workers that you could exclude if negotiating (for example, contractors who never access company systems, or employees of a subsidiary that doesn’t use any IT)? Having these numbers and definitions at hand will help in discussions with Oracle. If you do end up licensing, ensure both parties agree on the employee count baseline to avoid future disputes.
  • Gather Proof of Third-Party License Coverage: For every software vendor in your environment that uses Java (ERP systems, management tools, etc.), pull the licenses or contact the vendor to confirm if their product includes an Oracle Java license on your behalf. Keep documentation of any vendor assurances that your use of Java in their application is covered. This can save you from buying needless Oracle licenses or defend you in an audit if Oracle questions those installations. If a vendor’s license does not cover it, treat that Java usage as your responsibility and manage it accordingly (either license it or remove/replace it).
  • Implement StriControls on Java Deployments: Establish an internal policy that Oracle Java will not be installed without approval from a central team. Educate IT staff and developers on the licensing implications. Block or monitor Oracle’s licensing Java download pages to catch unapproved installations. By controlling new Java deployments, you prevent unknowingly expanding your exposure. It’s easier to deny Oracle’s claims of “widespread usage” if you’ve given entry into your environment.
  • Prepare an Audit Response Plan: Don’t wait for Oracle’s email to scramble a response. Assemble a cross-functional team now (IT asset managers, procurement, legal, and relevant IT ops) and develop a plan for who handles Oracle inquiries. Decide in advance what data you will or won’t share initially. A playbook ready will make your response to any Oracle contact timely and consistent. Include in this plan the engagement of a third-party licensing expert or counsel, as mentioned – know who you will call if an audit heats up.
  • Communicate with Executives and Set Expectations: Make sure your C-suite and finance team understand the new Java licensing model and its potential financial impact. Many senior leaders are shocked to learn that something as ubiquitous as Java could generate a multi-million dollar liability. By briefing them early, you ensure support for remediation projects (like migrating off Oracle Java) and for a tough negotiation stance. This also prevents knee-jerk reactions like simply signing whatever Oracle puts forth out of fear – with informed executives, you can take a more calculated, patient approach to resolve any audit findings.
  • Leverage Timing and Alternatives in Negotiations: If you enter discussions with Oracle, time your moves for maximum effect. Oracle’s quarter-ends (especially Q4) are when they are most eager to close deals – you might secure better discounts or concessions then. Simultaneously, continue advancing your Plan B (migrate to OpenJDK or other Java vendors) so that Oracle sees you won’t be cornered. Even if you ultimately stay with Oracle’s Java, preparing alternatives often results in a more reasonable offer from them.
  • Document Everything: Keep a clear paper trail of all communications with Oracle during an audit. If Oracle makes any commitment in writing (e.g., “Oracle will forego past fees if you buy X licenses”), preserve that. Internally, document all the steps you take in response to the audit (meetings held, analysis done, decisions made). Comprehensive documentation can be your ally if there is any disagreement later, and it helps ensure everyone on your side stays aligned with the facts and strategy.

By following these recommendations, enterprises will be far better prepared to face Oracle’s Java licensing gauntlet. The key theme is proactive control – control your Java footprint, the information Oracle receives, and the narrative of negotiations. With diligence and expertise, you can confidently navigate an Oracle LMS Java audit, protect your organization from unjustified fees, and arrive at a licensing outcome that addresses compliance without breaking the bank.

Author

  • Fredrik Filipsson

    Fredrik Filipsson brings two decades of Oracle license management experience, including a nine-year tenure at Oracle and 11 years in Oracle license consulting. His expertise extends across leading IT corporations like IBM, enriching his profile with a broad spectrum of software and cloud projects. Filipsson's proficiency encompasses IBM, SAP, Microsoft, and Salesforce platforms, alongside significant involvement in Microsoft Copilot and AI initiatives, improving organizational efficiency.

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